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Washington (CNN)Mike Pence drew the ire of Latino groups Tuesday night, when he accused rival Tim Kaine of relying on the same attacks that have been used against Republican nominee Donald Trump.

Kaine had said: "When Donald Trump says women should be punished, that Mexicans are rapists and criminals, he is showing you who he is."

And Pence responded, "Senator, you whipped out that Mexican thing again."

"Look, there are criminal aliens in this country, Tim, who have come into this country illegally, who are perpetrating violence and taking American lives," Pence added.

Kaine was referencing past remarks made by Trump last July when during his campaign announcement speech, Trump said some Mexicans are criminals and are "rapists."

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"When Mexico sends its people, they're not sending their best. They're not sending you," Trump said last June. "They're sending people that have lots of problems, and they're bringing those problems with us. They're bringing drugs. They're bringing crime. They're rapists. And some, I assume, are good people."

Trump also faced extensive criticism for his accusations that federal Judge Gonzalo Curiel was biased against him because he is "Mexican" -- even though Curiel was born in Indiana.

The internet reaction to Pence's remark was swift: Soon after he made it, someone created a website, www.thatmexicanthing.org, and redirected it to the nonprofit Voto Latino Action Network, which promotes Latino voices in politics.